{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import pickle\n",
    "import numpy as np\n",
    "from collections import defaultdict\n",
    "from itertools import groupby\n",
    "from matplotlib.lines import Line2D\n",
    "\n",
    "latent_dim = '10^20'\n",
    "larochelle = False  # Set true to use standard dataset\n",
    "results_dir = 'discrete_out_vae_new/' + latent_dim\n",
    "plotsdir = 'plots'\n",
    "if larochelle:\n",
    "    results_dir = results_dir + '/larochelle'\n",
    "    plotsdir = 'plots/larochelle'\n",
    "results_dir_sample_kl = results_dir + '/sample_kl'\n",
    "# For ARSM, use results from sample kl dir\n",
    "run_files = [\n",
    "    (results_dir, run) for run in os.listdir(results_dir)\n",
    "    if 'test' not in run and 'arsm' not in run and 'logvar' not in run and os.path.isfile(os.path.join(results_dir, run))\n",
    "] + [\n",
    "    (results_dir_sample_kl, run) for run in os.listdir(results_dir_sample_kl)\n",
    "    if 'test' not in run and 'arsm' in run and 'logvar' not in run and os.path.isfile(os.path.join(results_dir_sample_kl, run))\n",
    "]\n",
    "\n",
    "run_files_logvar = [(results_dir, run) for run in os.listdir(results_dir) if 'test' not in run and 'logvars' in run]\n",
    "\n",
    "_, runs = zip(*run_files)\n",
    "\n",
    "os.makedirs(plotsdir, exist_ok=True)\n",
    "\n",
    "savefigs = True\n",
    "figsize = (8,5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load(name, results_dir):\n",
    "    try:\n",
    "        with open(os.path.join(results_dir, name), 'rb') as f:\n",
    "            return pickle.load(f)\n",
    "    except:\n",
    "        print(\"error\", name)\n",
    "        return None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "colors = plt.rcParams['axes.prop_cycle'].by_key()['color']\n",
    "\n",
    "def get_color(name):\n",
    "    if 'unord' in name:\n",
    "        return colors[0]\n",
    "    if 'rfwr' in name:\n",
    "        return colors[1]\n",
    "    if 'reinforce_bl' in name:\n",
    "        return colors[2]\n",
    "    if 'reinforce' in name:\n",
    "        return colors[6]\n",
    "    if 'sasbl' in name:\n",
    "        return colors[3]\n",
    "    if 'sas' in name:\n",
    "        return colors[5]\n",
    "    if 'stgs' in name:\n",
    "        return colors[8]\n",
    "    if 'relax' in name:\n",
    "        return colors[7]\n",
    "    if 'arsm' in name:\n",
    "        return colors[4]\n",
    "    return None\n",
    "\n",
    "def get_marker(name):\n",
    "    if 'unord' in name:\n",
    "        return 'x'\n",
    "    if 'rfwr' in name:\n",
    "        return '.'\n",
    "    if 'reinforce_bl' in name:\n",
    "        return \"v\"\n",
    "    if 'reinforce' in name:\n",
    "        return \">\"\n",
    "    if 'sasbl' in name:\n",
    "        return '^'\n",
    "    if 'sas' in name:\n",
    "        return '<'\n",
    "    if 'stgs' in name:\n",
    "        return 'p'\n",
    "    if 'relax' in name:\n",
    "        return 'h'\n",
    "    if 'arsm' in name:\n",
    "        return '*'\n",
    "    return None\n",
    "\n",
    "pretty_names = {\n",
    "    'arsm': 'ARSM',\n",
    "    'reinforce': 'REINFORCE (no bl)',\n",
    "    'relax': 'RELAX',\n",
    "    'reinforce_bl': 'REINFORCE (sample bl)',\n",
    "    'rfwr': 'REINF. w.r. (built-in bl)',\n",
    "    'rf_unord': 'Unordered (built-in bl)',\n",
    "    'sas': 'Sum & sample (no bl)',\n",
    "    'sasbl': 'Sum & sample (sample bl)',\n",
    "    'stgs': 'ST Gumbel-Softmax'\n",
    "}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "all_results_logvars = [load(name, results_dir) for results_dir, name in run_files_logvar]\n",
    "\n",
    "for (_, name), results_logvars in zip(run_files_logvar, all_results_logvars):\n",
    "    fig = plt.figure(figsize=figsize)\n",
    "    \n",
    "    ds_name = \"Validation\" if \"valid\" in name else \"Training\"\n",
    "    K, N = latent_dim.split(\"^\")\n",
    "    \n",
    "    # We assume we have run variance experiment with VIMCO (\"Reinforce with replacement\")\n",
    "    # with 4 samples (also 4 samples for other estimators)\n",
    "    if \"rfwr4\" in name:\n",
    "        n_samples = 4\n",
    "    else:\n",
    "        assert False\n",
    "    \n",
    "    plt.title(f\"{ds_name} log variance (${K}^{{{N}}}$ latent space), $k={n_samples}$ samples\")\n",
    "    legend_names = []\n",
    "    legend_lines = []\n",
    "    \n",
    "    # Sort estimators by their last log variance\n",
    "    def sortkey(it):\n",
    "        _, (logvars_vals, _) = it\n",
    "        return -logvars_vals[-1]\n",
    "    \n",
    "    sorted_results = list(sorted(results_logvars.items(), key=sortkey))\n",
    "    # To get blending of overlapping colors, we plot twice with reverse direction\n",
    "    # see https://github.com/matplotlib/matplotlib/issues/4862\n",
    "    for rev in False, True:\n",
    "        if rev:\n",
    "            sorted_results = list(reversed(sorted_results))\n",
    "        for estimator_name, (logvars_vals, logmeans_vals) in sorted_results:\n",
    "            c = get_color(estimator_name)\n",
    "            m = get_marker(estimator_name)\n",
    "            plt.plot(np.arange(len(logvars_vals)) * 100, logvars_vals, color=c, alpha=0.6, marker=m)\n",
    "            if not rev:\n",
    "                legend_lines.append(Line2D([0], [0], color=c, marker=m))\n",
    "                legend_names.append(\"{:.2f} {}\".format(logvars_vals[-1], pretty_names[estimator_name]))\n",
    "    \n",
    "    plt.xlabel('Epoch')\n",
    "    plt.ylabel('Gradient log variance')\n",
    "    plt.legend(legend_lines, legend_names, loc='upper right')\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "    \n",
    "    if savefigs:\n",
    "        fig.savefig(f'{plotsdir}/vae_{ds_name[:5].lower()}_logvar_{K}^{N}_k{n_samples}.pdf', format='pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def smooth(data, n=100):\n",
    "    cs = np.cumsum(data)\n",
    "    return (cs[n:] - cs[:-n]) / n\n",
    "\n",
    "all_results = [load(name, results_dir) for results_dir, name in run_files]\n",
    "\n",
    "def get_estimator_name(name):\n",
    "    return \"_\".join(name.split(\"_\")[1:-1])\n",
    "\n",
    "def sort_by_estimator_name(rec):\n",
    "    return get_estimator_name(rec[0])\n",
    "\n",
    "def get_avg_min_cost(all_res, valid):\n",
    "    all_mincost = []\n",
    "    for name, res in all_res:\n",
    "        COUNT,COST,TIME,COST_TEST,COST_VALID,epoch_list,time_list,*evidence_r = res\n",
    "        all_mincost.append(np.min(smooth(COST_VALID if valid else COST)))\n",
    "    return np.mean(all_mincost)\n",
    "\n",
    "def filter_runs(runs, all_results):\n",
    "    for name, results_run in zip(runs, all_results):\n",
    "        COUNT,COST,TIME,COST_TEST,COST_VALID,epoch_list,time_list,*evidence_r = results_run\n",
    "        # Skip some runs that we do not want to plot\n",
    "        if len(COST_VALID) < 100:\n",
    "            continue\n",
    "        if 'test' in name:\n",
    "            continue\n",
    "        if 'nodirectgrad' in name:\n",
    "            continue\n",
    "        if 'sas' in name and 'sasbl' not in name:\n",
    "            continue\n",
    "        if 'reinforce' in name and 'reinforce_bl' not in name:\n",
    "            continue\n",
    "        if 'arsm1_lr0.001' in name:\n",
    "            continue\n",
    "        yield (name, results_run)\n",
    "\n",
    "filtered_results = list(filter_runs(runs, all_results))\n",
    "sorted_results = sorted(filtered_results, key=sort_by_estimator_name)\n",
    "grouped_results = [(k, list(v)) for k, v in groupby(sorted_results, sort_by_estimator_name)]\n",
    "\n",
    "for plot_valid in (False, True):\n",
    "    # Sort by either train or validation result\n",
    "    sorted_grouped_results = sorted(grouped_results, key=lambda rec: -get_avg_min_cost(rec[1], plot_valid))\n",
    "    fig, ax1 = plt.subplots(1, 1, figsize=figsize)\n",
    "      \n",
    "    # To get true blending of overlapping colors, we plot twice with reverse direction\n",
    "    # see https://github.com/matplotlib/matplotlib/issues/4862\n",
    "    legend_lines = []\n",
    "    legend_names = []\n",
    "    for rev in False, True:\n",
    "        if rev:\n",
    "            sorted_grouped_results = list(reversed(sorted_grouped_results))\n",
    "        for estimator_name_k, results_of_estimator in sorted_grouped_results:\n",
    "                        \n",
    "            avgmincost = get_avg_min_cost(results_of_estimator, plot_valid)\n",
    "\n",
    "            k = int(estimator_name_k[-1])\n",
    "            estimator_name = estimator_name_k[:-1]\n",
    "\n",
    "            ls = '-'\n",
    "            c = get_color(estimator_name)\n",
    "            alpha1 = 0.6  # Will get darker by drawing two times on top of eachother\n",
    "\n",
    "            lw = 2.5 if (k > 4 or estimator_name == \"arsm\") else (1.5 if k > 1 else 1)\n",
    "\n",
    "            if estimator_name == \"arsm\":\n",
    "                k = \"*\"  # ARSM uses variable number of 'samples' / rollouts\n",
    "\n",
    "            label = \"{:.1f} $k={}$ {}\".format(avgmincost, k, pretty_names[estimator_name])\n",
    "            if not rev:\n",
    "                # Build legend separately to have alpha=1 for legend\n",
    "                legend_names.append(label)\n",
    "                legend_lines.append(Line2D([0], [0], color=c, lw=lw, ls=ls))\n",
    "            for i, (name, results_run) in enumerate(results_of_estimator):\n",
    "                COUNT,COST,TIME,COST_TEST,COST_VALID,epoch_list,time_list,*evidence_r = results_run\n",
    "                ax1.plot(smooth(COST_VALID if plot_valid else COST), \n",
    "                         linestyle=ls, color=c, linewidth=lw, alpha=alpha1)\n",
    "                \n",
    "    ylim = [60, 150]\n",
    "    if results_dir.split(\"/\")[1] == '10^2':\n",
    "        ylim = [130, 160]\n",
    "    ax1.set_ylim(ylim)\n",
    "    \n",
    "    ax1.legend(legend_lines, legend_names, loc='upper right')\n",
    "    ds_name = 'Validation' if plot_valid else 'Training'\n",
    "    ax1.set_title('{} -ELBO {}'.format(ds_name, f\"(${K}^{{{N}}}$ latent space)\"))\n",
    "    ax1.set_xlabel('Epoch')\n",
    "    ax1.set_ylabel('- ELBO')\n",
    "    \n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "    \n",
    "    if savefigs:\n",
    "        fig.savefig(f'{plotsdir}/vae_{ds_name[:5].lower()}_elbo_{K}^{N}.pdf', format='pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
